Fix Java codegen parameter names that end with a numeric suffix (e.g. createAgentRequest1) caused by TypeSpec model names colliding with synthetic body type names. Use when generated Java client methods have parameter names ending in '1'.
Override TypeSpec types with Java-native types (e.g. OffsetDateTime, DayOfWeek) using @@alternateType in a client.java.tsp file. Use when a TypeSpec model field has an incorrect or too-generic type that should map to a specific Java type.
Provider adapter selection and configuration: openaiText, anthropicText, geminiText, ollamaText, grokText, groqText, openRouterText. Per-model type safety with modelOptions, reasoning/thinking configuration, runtime adapter switching, extendAdapter() for custom models, createModel(). API key env vars: OPENAI_API_KEY, ANTHROPIC_API_KEY, GOOGLE_API_KEY/GEMINI_API_KEY, XAI_API_KEY, GROQ_API_KEY, OPENROUTER_API_KEY, OLLAMA_HOST.
Server-side AG-UI streaming protocol implementation: StreamChunk event types (RUN_STARTED, TEXT_MESSAGE_START/CONTENT/END, TOOL_CALL_START/ARGS/END, RUN_FINISHED, RUN_ERROR, STEP_STARTED/STEP_FINISHED, STATE_SNAPSHOT/DELTA, CUSTOM), toServerSentEventsStream() for SSE format, toHttpStream() for NDJSON format. For backends serving AG-UI events without client packages.
End-to-end chat implementation: server endpoint with chat() and toServerSentEventsResponse(), client-side useChat hook with fetchServerSentEvents(), message rendering with UIMessage parts, multimodal content, thinking/reasoning display. Covers streaming states, connection adapters, and message format conversions. NOT Vercel AI SDK โ uses chat() not streamText().
Type-safe JSON schema responses from LLMs using outputSchema on chat(). Supports Zod, ArkType, and Valibot schemas. The adapter handles provider-specific strategies transparently โ never configure structured output at the provider level. convertSchemaToJsonSchema() for manual schema conversion.
Isomorphic tool system: toolDefinition() with Zod schemas, .server() and .client() implementations, passing tools to both chat() on server and useChat/clientTools on client, tool approval flows with needsApproval and addToolApprovalResponse(), lazy tool discovery with lazy:true, rendering ToolCallPart and ToolResultPart in UI.
MaaEnd go-service ็ผๅๆๅใไธบ agent/go-service/ ไธ็ Go ไปฃ็ ๆไพๆถๆใๆณจๅใๅฝๅใๆฅๅฟใๆณจ้็ญ็ผ็ ่ง่ๅๆจกๅผๅ่ใๅจ็ผๅใไฟฎๆนๆๅฎกๆฅ Go ่ชๅฎไน่ฏๅซๅจใๅจไฝใEventSink๏ผๆ้่ฆไบ่งฃ go-service ้กน็ฎ็ปๆไธ MaaFramework Go ้ๆๆนๅผๆถไฝฟ็จใ
MaaEnd Pipeline JSON ็ผๅๆๅใๅบไบ MaaFramework Pipeline ๅ่ฎฎ๏ผๆไพ่็นๅฝๅใ่ฏๅซ็ฎๆณใๅจไฝ็ฑปๅใๆต็จๆงๅถใๅฏๅค็จ่็น็ญ็ผ็ ่ง่ไธๆจกๅผๅ่ใๅจ็ผๅใไฟฎๆนๆๅฎกๆฅ Pipeline JSONใ่ฎพ่ฎก่็นๆต็จใไฝฟ็จ TemplateMatch/OCR/Custom ่ฏๅซๆ Click/Swipe ๅจไฝๆถไฝฟ็จใ
API ๆฅๅฃ่ฎพ่ฎก่ง่๏ผๆถต็ RESTful ่ฎพ่ฎกๅๅใURL ๅฝๅใHTTP ๆนๆณ้ๆฉใ่ฏทๆฑๅๅบๆ ผๅผใ้่ฏฏ็ ๅฎไนใ็ๆฌๆงๅถใๅฝ็จๆท่ฎพ่ฎก API ๆฅๅฃใๅฎไน Resource ็ฑปใ็ผๅๆฅๅฃๆๆกฃๆ่ฟ่กๆฅๅฃ่ฏๅฎกๆถไฝฟ็จใ
API ๆฅๅฃ่ฎพ่ฎก่ง่๏ผๆถต็ RESTful ่ฎพ่ฎกๅๅใURL ๅฝๅใHTTP ๆนๆณ้ๆฉใ่ฏทๆฑๅๅบๆ ผๅผใ้่ฏฏ็ ๅฎไนใ็ๆฌๆงๅถใๅฝ็จๆท่ฎพ่ฎก API ๆฅๅฃใๅฎไน Resource ็ฑปใ็ผๅๆฅๅฃๆๆกฃๆ่ฟ่กๆฅๅฃ่ฏๅฎกๆถไฝฟ็จใ
OpenAPI ๅผๆพๆฅๅฃๆจกๅๆถๆๆๅ๏ผๆถต็ API ็ฝๅ ณใๆฅๅฃ้ดๆใ้ๆต้ ็ฝฎใSDK ็ๆใAPI ๆๆกฃใๅฝ็จๆทๅผๅๅผๆพ APIใ้ ็ฝฎๆฅๅฃ้ดๆใๅฎ็ฐ้ๆต็ญ็ฅๆ็ๆ SDK ๆถไฝฟ็จใ
Process ๆจกๅ API ๅฑ่ฏฆ็ปๅๆ๏ผๆถต็ Resource ๆฅๅฃๅฎไนใAPI ็ๆฌ็ฎก็ใๆ้ๆณจ่งฃใ่ฏทๆฑๅๆฐๆ ก้ชใๅฝ็จๆทๅผๅ Process API ๆฅๅฃใๆทปๅ ๆฐ็ซฏ็นใๅค็ API ็ๆฌๆ้ ็ฝฎๆฅๅฃๆ้ๆถไฝฟ็จใ
Use this skill when fetching data, managing server state, or handling API mutations in the Svelte frontend. Covers createQuery, createMutation, query keys, cache invalidation, optimistic updates, and WebSocket-driven refetching. Apply when adding API calls, managing loading/error states, or coordinating cache updates after mutations.
SEO best practices for the Grida project across Next.js pages, blog posts, and documentation. Covers Next.js metadata API, Open Graph / Twitter cards, sitemaps, image search optimization, structured data (JSON-LD), Docusaurus frontmatter, and content writing for search. Use when creating or editing public-facing pages under editor/app/(www), writing blog posts, authoring docs, or reviewing SEO-related metadata. Trigger phrases: "SEO", "metadata", "sitemap", "open graph", "og image", "meta tags", "search ranking", "structured data", "JSON-LD".
API contract guardrails for Engram server changes. Trigger: Any route, handler, payload, or status code modification.
Serve a quantized or unquantized LLM checkpoint as an OpenAI-compatible API endpoint using vLLM, SGLang, or TRT-LLM. Use when user says "deploy model", "serve model", "start vLLM server", "launch SGLang", "TRT-LLM deploy", "AutoDeploy", "benchmark throughput", "serve checkpoint", or needs an inference endpoint from a HuggingFace or ModelOpt-quantized checkpoint. Do NOT use for quantizing models (use ptq) or evaluating accuracy (use evaluation).
ํ๋ค์ค๋ฅผ ๊ตฌ์ฑํฉ๋๋ค. ์ ๋ฌธ ์์ด์ ํธ๋ฅผ ์ ์ํ๋ฉฐ, ํด๋น ์์ด์ ํธ๊ฐ ์ฌ์ฉํ ์คํฌ์ ์์ฑํ๋ ๋ฉํ ์คํฌ. (1) 'ํ๋ค์ค ๊ตฌ์ฑํด์ค', 'ํ๋ค์ค ๊ตฌ์ถํด์ค' ์์ฒญ ์, (2) 'ํ๋ค์ค ์ค๊ณ', 'ํ๋ค์ค ์์ง๋์ด๋ง' ์์ฒญ ์, (3) ์๋ก์ด ๋๋ฉ์ธ/ํ๋ก์ ํธ์ ๋ํ ํ๋ค์ค ๊ธฐ๋ฐ ์๋ํ ์ฒด๊ณ๋ฅผ ๊ตฌ์ถํ ๋, (4) ํ๋ค์ค ๊ตฌ์ฑ์ ์ฌ๊ตฌ์ฑํ๊ฑฐ๋ ํ์ฅํ ๋, (5) 'ํ๋ค์ค ์ ๊ฒ', 'ํ๋ค์ค ๊ฐ์ฌ', 'ํ๋ค์ค ํํฉ', '์์ด์ ํธ/์คํฌ ๋๊ธฐํ' ๋ฑ ๊ธฐ์กด ํ๋ค์ค ์ด์/์ ์ง๋ณด์ ์์ฒญ ์ ์ฌ์ฉ.
Help users build MUD applications with Nethereum โ define tables, generate C# code, interact with World contracts, use the namespace pattern. Use when users mention MUD, autonomous worlds, on-chain structured data, MUD tables, MUD systems, defineWorld, World contract, or any MUD-related development with C# or .NET.
Choose and configure JSON-RPC transports in Nethereum. Use when the user asks about HTTP vs WebSocket, IPC connections, SystemTextJson AOT transport, or transport selection.
Accept HTTP 402 cryptocurrency payments using Nethereum (.NET/C#). Use this skill whenever the user asks about x402 protocol, HTTP 402 payments, pay-per-request APIs, EIP-3009 transfer authorization, USDC payments, crypto API monetization, payment middleware, or accepting cryptocurrency payments in ASP.NET with C# or .NET.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
